A small recency window of 3-5 prior ADRs as context produces higher-fidelity LLM-generated Architecture Decision Records than no context, full history, or retrieval-augmented selection in typical sequential workflows.
Can llms generate architectural design decisions? -an exploratory empirical study
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LLMs achieve 98.22% accuracy answering factual questions about ROS2 software architectures, with top models reaching 100%.
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Context Matters: Evaluating Context Strategies for Automated ADR Generation Using LLMs
A small recency window of 3-5 prior ADRs as context produces higher-fidelity LLM-generated Architecture Decision Records than no context, full history, or retrieval-augmented selection in typical sequential workflows.
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Can Large Language Models Assist the Comprehension of ROS2 Software Architectures?
LLMs achieve 98.22% accuracy answering factual questions about ROS2 software architectures, with top models reaching 100%.